
Generative AI is taking root at national and corporate labs, accelerating high-performance computing for business and science.
Researchers at Sandia National Laboratories aim to automatically generate code in Kokkos, a parallel programming language designed for use across many of the world's largest supercomputers.
It's an ambitious effort. The specialized language, developed by researchers from several national labs, handles the nuances of running tasks across tens of thousands of processors.
Sandia is employing retrieval-augmented generation (RAG) to create and link a Kokkos database with AI models. As researchers experiment with different RAG approaches, initial tests show promising results.
Cloud-based services like NeMo Retriever are among the RAG options the scientists will evaluate.
NVIDIA provides a rich set of tools to help us significantly accelerate the work of our HPC software developers, said Robert Hoekstra, a senior manager of extreme scale computing at Sandia.
Building copilots via model tuning and RAG is just a start. Researchers eventually aim to employ foundation models trained with scientific data from fields such as climate, biology and material science.
Getting Ahead of the Storm Researchers and companies in weather forecasting are embracing CorrDiff, a generative AI model that's part of NVIDIA Earth-2, a set of services and software for weather and climate research.
CorrDiff can scale the 25km resolution of traditional atmosphere models down to 2 kilometers and expand by more than 100x the number of forecasts that can be combined to improve confidence in predictions.
It's a promising innovation We plan to leverage such models in our global and regional AI forecasts for richer insights, said Tom Gowan, machine learning and modeling lead for Spire, a company in Vienna, Va., that collects data from its own network of tiny satellites.
Generative AI enables faster, more accurate forecasts, he said in a recent interview.
It really feels like a big jump in meteorology, he added. And by partnering with NVIDIA, we have access to the world's best GPUs that are the most reliable, fastest and most efficient ones for both training and inference.
Switzerland-based Meteomatics recently announced it also plans to use NVIDIA's generative AI platform for its weather forecasting business.
Our work with NVIDIA will help energy companies maximize their renewable energy operations and increase their profitability with quick and accurate insight into weather fluctuations, said Martin Fengler, founder and CEO of Meteomatics.
Generating Genes to Improve Healthcare At Argonne National Laboratory, scientists are using the technology to generate gene sequences that help them better understand the virus behind COVID-19. Their award-winning models, called GenSLMs, spawned simulations that closely resemble real-world variants of SARS-CoV-2.
Understanding how different parts of the genome are co-evolving gives us clues about how the virus may develop new vulnerabilities or new forms of resistance, Arvind Ramanathan, a lead researcher, said in a blog.
GenSLMs were trained on more than 110 million genome sequences with NVIDIA A100 Tensor Core GPU-powered supercomputers, including Argonne's Polaris system, the U.S. Department of Energy's Perlmutter and NVIDIA's Selene.
Microsoft Proposes Novel Materials Microsoft Research showed how generative AI can accelerate work in materials science.
Their MatterGen model generates novel, stable materials that exhibit desired properties. The approach enables specifying chemical, magnetic, electronic, mechanical and other desired properties.
We believe MatterGen is an important step forward in AI for materials design, the Microsoft Research team wrote of the model they trained on Azure AI infrastructure with NVIDIA A100 GPUs.
Companies such as Carbon3D are already finding opportunities, applying generative AI to materials science in commercial 3D printing operations.
It's just the beginning of what researchers will be able to do for HPC and science with generative AI. The NVIDIA H200 Tensor Core GPUs available now and the upcoming NVIDIA Blackwell Architecture GPUs will take their work to new levels.
Learn more about tools like NVIDIA Modulus, a key component in the Earth-2 platform for building AI models that obey the laws of physics, and NVIDIA Megatron-Core, a NeMo library to tune and train large language models.
More from Nvidia
28/08/2025
Brace yourself, COGs - the Locusts aren't the only thing rising up. The Coal...
28/08/2025
Last week at Gamescom, NVIDIA announced the winners of the NVIDIA and ModDB RTX ...
27/08/2025
AI models are advancing at a rapid rate and scale.
But what might they lack that (most) humans don't? Common sense: an understanding, developed through rea...
25/08/2025
Robots around the world are about to get a lot smarter as physical AI developers...
25/08/2025
As autonomous vehicle systems rapidly grow in complexity, equipped with reasonin...
22/08/2025
As the latest member of the NVIDIA Blackwell architecture family, the NVIDIA Blackwell Ultra GPU builds on core innovations to accelerate training and AI reason...
22/08/2025
AI reasoning, inference and networking will be top of mind for attendees of next...
21/08/2025
Japan is once again building a landmark high-performance computing system - not ...
21/08/2025
From AI assistants doing deep research to autonomous vehicles making split-second navigation decisions, AI adoption is exploding across industries.
Behind ever...
21/08/2025
Across the globe, AI factories are rising - massive new data centers built not to serve up web pages or email, but to train and deploy intelligence itself. Inte...
21/08/2025
Get a glimpse into the future of gaming.
The NVIDIA Blackwell RTX architecture is coming to GeForce NOW in September, marking the service's biggest upgrade...
20/08/2025
Editor's note: This blog is a part of Into the Omniverse, a series focused o...
18/08/2025
With over 175 games now supporting NVIDIA DLSS 4 - a suite of advanced, AI-power...
18/08/2025
At Gamescom, NVIDIA is releasing its first major update to Project G Assist - an...
15/08/2025
Of around 7,000 languages in the world, a tiny fraction are supported by AI lang...
14/08/2025
NVIDIA is partnering with the U.S. National Science Foundation (NSF) to create a...
14/08/2025
Warhammer 40,000: Dawn of War - Definitive Edition is marching onto GeForce NOW,...
13/08/2025
Black Forest Labs' FLUX.1 Kontext [dev] image editing model is now available as an NVIDIA NIM microservice.
FLUX.1 models allow users to edit existing imag...
11/08/2025
Using NVIDIA digital twin technologies, Amazon Devices & Services is powering bi...
11/08/2025
Packing the power of the NVIDIA Blackwell architecture in compact, energy-effici...
11/08/2025
Physical AI is becoming the foundation of smart cities, facilities and industria...
07/08/2025
This GFN Thursday brings an offer members can't refuse - 2K's highly ant...
05/08/2025
Two new open-weight AI reasoning models from OpenAI released today bring cutting...
05/08/2025
In collaboration with OpenAI, NVIDIA has optimized the company's new open-so...
05/08/2025
NVIDIA and OpenAI began pushing the boundaries of AI with the launch of NVIDIA D...
05/08/2025
NVIDIA GPUs are at the heart of modern computing. They're used across industries - from healthcare and finance to scientific research, autonomous systems an...
31/07/2025
August brings new levels of gaming excitement on GeForce NOW, with 2,300 titles now available to stream in the cloud.
Grab a controller and get ready for epic ...
31/07/2025
Interest in generative AI is continuing to grow, as new models include more capabilities. With the latest advancements, even enthusiasts without a developer bac...
29/07/2025
FourCastNet3 (FCN3) is the latest AI global weather forecasting system from NVID...
28/07/2025
The electrical grid is designed to support loads that are relatively steady, such as lighting, household appliances, and industrial machines that operate at con...
24/07/2025
For media company Black Mixture, AI isn't just a tool - it's an entire p...
24/07/2025
Sharpen the blade and brace for a journey steeped in myth and mystery. WUCHANG: Fallen Feathers has launched in the cloud.
Ride in style with skateboarding leg...
23/07/2025
In today's fast-evolving digital landscape, marketing teams face increasing ...
22/07/2025
Editor's note: This post is part of the AI On blog series, which explores th...
17/07/2025
Listen up citizens, the law is back and patrolling the cloud. Nacon's RoboCop Rogue City - Unfinished Business launches today in the cloud, bringing justice...
15/07/2025
Submissions for NVIDIA's Plug and Play: Project G-Assist Plug-In Hackathon a...
14/07/2025
This month, NVIDIA founder and CEO Jensen Huang promoted AI in both Washington, D.C. and Beijing - emphasizing the benefits that AI will bring to business and s...
11/07/2025
Ceramics - the humble mix of earth, fire and artistry - have been part of a global conversation for millennia.
From Tang Dynasty trade routes to Renaissance pa...
10/07/2025
In the race to understand our planet's changing climate, speed and accuracy are everything. But today's most widely used climate simulators often strugg...
10/07/2025
As one of the world's largest emerging markets, Indonesia is making strides toward its Golden 2045 Vision - an initiative tapping digital technologies and...
10/07/2025
Grab a friend and climb toward the clouds - PEAK is now available on GeForce NOW, enabling members to try the hugely popular indie hit on virtually any device.
...
10/07/2025
Coding assistants or copilots - AI-powered assistants that can suggest, explain and debug code - are fundamentally changing how software is developed for both e...
08/07/2025
Modern AI applications increasingly rely on models that combine huge parameter c...
03/07/2025
The forecast this month is showing a 100% chance of epic gaming. Catch the scorching lineup of 20 titles coming to the cloud, which gamers can play whether indo...
02/07/2025
Black Forest Labs, one of the world's leading AI research labs, just changed the game for image generation.
The lab's FLUX.1 image models have earned g...
01/07/2025
In many parts of the world, including major technology hubs in the U.S., there's a yearslong wait for AI factories to come online, pending the buildout of n...
26/06/2025
As of today, NVIDIA now supports the general availability of Gemma 3n on NVIDIA RTX and Jetson. Gemma, previewed by Google DeepMind at Google I/O last month, in...
26/06/2025
Editor's note: This blog is a part of Into the Omniverse, a series focused o...
26/06/2025
Mark Theriault founded the startup FITY envisioning a line of clever cooling products: cold drink holders that come with freezable pucks to keep beverages cold ...